Communications of the ACM
Topic-based browsing within a digital library using keyphrases
Proceedings of the fourth ACM conference on Digital libraries
Auto-summarization of audio-video presentations
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 1)
Detecting topical events in digital video
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
Structure and content-based segmentation of speech transcripts
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Using Audio Time Scale Modification for Video Browsing
HICSS '00 Proceedings of the 33rd Hawaii International Conference on System Sciences-Volume 3 - Volume 3
Personalized advertisement-duration control for streaming delivery
Proceedings of the tenth ACM international conference on Multimedia
Optimizing hypervideo navigation using a Markov decision process approach
Proceedings of the tenth ACM international conference on Multimedia
A utility framework for the automatic generation of audio-visual skims
Proceedings of the tenth ACM international conference on Multimedia
Video summarization based on user log enhanced link analysis
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Assessing tools for use with webcasts
Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
Distributed prefetching scheme for random seek support in peer-to-peer streaming applications
Proceedings of the ACM workshop on Advances in peer-to-peer multimedia streaming
Hourglass multimedia content and service composition framework for smart room environments
Pervasive and Mobile Computing
An empirical investigation into user navigation of digital video using the VCR-like control set
International Journal of Human-Computer Studies
A narrative-based abstraction framework for story-oriented video
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Watch what I watch: using community activity to understand content
Proceedings of the international workshop on Workshop on multimedia information retrieval
Video summarisation: A conceptual framework and survey of the state of the art
Journal of Visual Communication and Image Representation
Zync: the design of synchronized video sharing
Proceedings of the 2007 conference on Designing for User eXperiences
Multimedia Tools and Applications
Reusing and Composing Habitual Behavior in Video Browsing
Proceedings of the 2008 conference on Information Modelling and Knowledge Bases XIX
Method for Identifying Task Hardships by Analyzing Operational Logs of Instruction Videos
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
Vlogging: A survey of videoblogging technology on the web
ACM Computing Surveys (CSUR)
Sharing video browsing style by associating browsing behavior with low-level features of videos
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: intelligent multimodal interaction environments
Human-centered attention models for video summarization
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
Combining content-based analysis and crowdsourcing to improve user interaction with zoomable video
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multimedia Tools and Applications
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Auto-summarization of multimedia meeting records based on accessing log
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
VideoSkip: event detection in social web videos with an implicit user heuristic
Multimedia Tools and Applications
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With more and more streaming media servers becoming commonplace, streaming video has now become a popular medium of instruction, advertisement, and entertainment. With such prevalence comes a new challenge to the servers: Can they track browsing behavior of users to determine what interest users? Learning this information is potentially valuable not only for improved customer tracking and context-sensitive e-commerce, but also in the generation of fast previews of videos for easy pre-downloads. In this paper, we present a formal learning mechanism to track video browsing behavior of users. This information is then used to generate fast video previews. Specifically, we model the states a user transitions while browsing through videos to be the hidden states of a Hidden Markov Model. We estimate the parameters of the HMM using maximum likelihood estimation for each sample observation sequence of user interaction with videos. Video previews are then formed from interesting segments of the video automatically inferred from an analysis of the browsing states of viewers. Audio coherence in the previews is maintained by selecting clips spanning complete clauses containing topically significant spoken phrases. The utility of learning video browsing behavior is demonstrated through user studies and experiments.